Pith Number

pith:R2U5G7VT

pith:2025:R2U5G7VTUJTUEJVOWNJAJMT2RF

not attested not anchored not stored refs pending

Decorrelated Soft Actor-Critic for Efficient Deep Reinforcement Learning

Burcu K\"u\c{c}\"uko\u{g}lu, Marcel van Gerven, Sander Dalm

arxiv:2501.19133 v1 · 2025-01-31 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R2U5G7VTUJTUEJVOWNJAJMT2RF}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T10:07:56.783182Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8ea9d37eb3a2674226aeb35204b27a894d890a66dc2d5878784d1c8556d2cc5c

Aliases

arxiv: 2501.19133 · arxiv_version: 2501.19133v1 · doi: 10.48550/arxiv.2501.19133 · pith_short_12: R2U5G7VTUJTU · pith_short_16: R2U5G7VTUJTUEJVO · pith_short_8: R2U5G7VT

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/R2U5G7VTUJTUEJVOWNJAJMT2RF \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 8ea9d37eb3a2674226aeb35204b27a894d890a66dc2d5878784d1c8556d2cc5c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "16995267e7ee27fa20496cb75d13661fce75f00b924bca36256565df203ec7a9",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-31T13:38:57Z",
    "title_canon_sha256": "c7b53c9c261af67889b399fe2f4bbed47e44fcda0ac38f53340b642ce1798193"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.19133",
    "kind": "arxiv",
    "version": 1
  }
}